Pith Number

pith:RQB5FVJO

pith:2024:RQB5FVJO3SXTPJ46S4OON4F5P2

not attested not anchored not stored refs pending

Unlocking Efficiency in Large Language Model Inference: A Comprehensive Survey of Speculative Decoding

Heming Xia, Peiyi Wang, Qingxiu Dong, Tao Ge, Tianyu Liu, Wenjie Li, Yongqi Li, Zhe Yang, Zhifang Sui

arxiv:2401.07851 v3 · 2024-01-15 · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RQB5FVJO3SXTPJ46S4OON4F5P2}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

16 papers in Pith

Speculation at a Distance: Where Edge-Cloud Speculative Decoding Actually Pays Off

SURF: Separation via Unsupervised Remixing Flow

RTP-LLM: High-Performance Alibaba LLM Inference Engine

DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Small Language Models (SLMs) Can Still Pack a Punch: A survey (updated 2026)

Receipt and verification

First computed	2026-07-05T08:27:02.390000Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8c03d2d52edcaf37a79e971ce6f0bd7e849a56fcc2187d17fc068276f61ac299

Aliases

arxiv: 2401.07851 · arxiv_version: 2401.07851v3 · doi: 10.48550/arxiv.2401.07851 · pith_short_12: RQB5FVJO3SXT · pith_short_16: RQB5FVJO3SXTPJ46 · pith_short_8: RQB5FVJO

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/RQB5FVJO3SXTPJ46S4OON4F5P2 \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 8c03d2d52edcaf37a79e971ce6f0bd7e849a56fcc2187d17fc068276f61ac299

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3a5e156bf2fefe52f78ee0671ec0c76361e96850fee130d787358819f507bfea",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-01-15T17:26:50Z",
    "title_canon_sha256": "490567fe85edecc19837b6879c3d123ce9d8953690aee4a0a0dcbe8d4043792b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.07851",
    "kind": "arxiv",
    "version": 3
  }
}